{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "估值因子可以辅助投资者解决”买什么，什么时候买和什么时候卖“的困惑，实现低买高卖。\n",
        "\n",
        "**原始研报**： 国盛证券*专题研究*择时雷达六面图 - 估值面章节\n",
        "\n",
        "**研报解读**：  [[量化-研报复现] 通过指数估值因子分析市场状态](https://mp.weixin.qq.com/s?__biz=MzkxOTQzNDEzOA==&mid=2247484551&idx=1&sn=f045a20b53b74f7a16fdef7e76eaaa64&chksm=c1a36272f6d4eb64962edb2909622120a305d0e2b2f850b641300f62fe4ed153372f8f5648b3&token=717711493&lang=zh_CN#rd)\n",
        "\n",
        "**代码作者**： Spectator\n",
        "\n",
        "**结构说明**：\n",
        "\n",
        "第一部分: 安装并导入依赖包;\n",
        "\n",
        "第二部分：解析数据构建估值因子。\n",
        "\n",
        "**结果说明**：\n",
        "\n",
        "1.   代码复现的数据来自公开数据源，所以复现结果可能和原文有差别；\n",
        "2.   部分因子的数据缺少公开数据源可调用，尝试使用了类似数据进行代替。\n"
      ],
      "metadata": {
        "id": "Alwb1BWrJ7HB"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 第一部分: 安装并导入依赖包\n",
        "1.安装依赖包"
      ],
      "metadata": {
        "id": "hjWZuuEvK_mv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pip install akshare"
      ],
      "metadata": {
        "id": "X1VaJXkqLGyd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "2.导入依赖包"
      ],
      "metadata": {
        "id": "orIYw8bNLHcE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import akshare as ak\n",
        "import pandas as pd\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ],
      "metadata": {
        "id": "oxiiv7cFbvxg"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 第二部分：解析数据构建估值因子\n",
        "\n",
        "3.解析中证800的历史收盘价数据"
      ],
      "metadata": {
        "id": "VVwnisbmLLTF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "zz800 = ak.stock_zh_index_daily(symbol=\"sh000906\")[[\"date\",\"close\"]]\n",
        "zz800 = zz800.set_index(\"date\")\n",
        "zz800.index = zz800.index.astype(str)\n",
        "zz800[\"close\"].plot(figsize=(20,5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 352
        },
        "id": "7cv17XRy0xE5",
        "outputId": "e1ed2d8a-30ac-4d05-c2de-948977dcb8b0"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='date'>"
            ]
          },
          "metadata": {},
          "execution_count": 3
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "4.构建中证800成分股 PE_ttm 中位数因子\n",
        "\n",
        "因子计算方式： 使用中证 800 的成分股 PE_ttm(动态市盈率) 的中位数计算，历史底部区域为 PE=20 倍。 当指标处于底部区域时，平均未来一个季度股市预期表现较好。"
      ],
      "metadata": {
        "id": "j99LpzAOLcTs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stock_index_pe_lg_df = ak.stock_index_pe_lg(symbol=\"中证800\")[[\"日期\",\"滚动市盈率中位数\"]]\n",
        "stock_index_pe_lg_df = stock_index_pe_lg_df.rename(columns={\"日期\":\"date\",\"滚动市盈率中位数\":\"pe_ttm_median\"})\n",
        "stock_index_pe_lg_df = stock_index_pe_lg_df.set_index(\"date\")\n",
        "stock_index_pe_lg_df.index = stock_index_pe_lg_df.index.astype(str)\n",
        "\n",
        "stock_index_pe_lg_df = pd.merge(stock_index_pe_lg_df, zz800,right_on='date',left_on='date')\n",
        "stock_index_pe_lg_df.index = pd.to_datetime(stock_index_pe_lg_df.index)\n",
        "\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(stock_index_pe_lg_df[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(stock_index_pe_lg_df[\"pe_ttm_median\"], 'b', label = 'pe_ttm_median')\n",
        "ax2.set_ylabel('pe_ttm_median')\n",
        "ax2.set_ylim(10, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "ScjD2jMRb7mz",
        "outputId": "a5cbcf33-aeca-4276-b5c4-3be075d8a65c"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f4aaf795550>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "5.构建中证800PB因子\n",
        "\n",
        "因子计算方式： 1.4倍的PB（市净率）是底部区域。当指标处于底部区域时，平均未来一个季度股市预期表现较好。"
      ],
      "metadata": {
        "id": "f4moEGXZLrfB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stock_index_pb_lg = ak.stock_index_pb_lg(symbol=\"中证800\")\n",
        "stock_index_pb_lg = stock_index_pb_lg.rename(columns={\"日期\":\"date\",\"市净率\":\"pb\"})\n",
        "stock_index_pb_lg = stock_index_pb_lg.set_index(\"date\")\n",
        "stock_index_pb_lg.index = stock_index_pb_lg.index.astype(str)\n",
        "stock_index_pb_lg = pd.merge(stock_index_pb_lg, zz800,right_on='date',left_on='date')\n",
        "stock_index_pb_lg.index = pd.to_datetime(stock_index_pb_lg.index)\n",
        "\n",
        "stock_index_pb_lg = stock_index_pb_lg.iloc[750:]\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(stock_index_pb_lg[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(stock_index_pb_lg[\"pb\"], 'b', label = 'pb')\n",
        "ax2.set_ylabel('pb')\n",
        "#ax2.set_ylim(1.0, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "sL8k5Zyxb_ij",
        "outputId": "059e833a-9ba7-463e-b7e8-269d81899318"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f4aaddf1340>"
            ]
          },
          "metadata": {},
          "execution_count": 5
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "6.构建中证800股息率因子\n",
        "\n",
        "因子计算方式： 当股息率高于2.5%是底部区域，低于1.5%是顶部区域。当指标处于底部区域时，平均未来一个季度股市预期表现较好。由于缺少中证800股息率的股息率数据，使用上证A股和深证A股的股息率均值进行代替。"
      ],
      "metadata": {
        "id": "k5XUvLh4Lshe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "shgxl = ak.stock_a_gxl_lg(symbol=\"上证A股\")\n",
        "shgxl = shgxl.rename(columns={\"日期\":\"date\",\"股息率\":\"DYR_sh\"})\n",
        "shgxl = shgxl.set_index(\"date\")\n",
        "shgxl.index = shgxl.index.astype(str)\n",
        "\n",
        "szgxl = ak.stock_a_gxl_lg(symbol=\"深证A股\")\n",
        "szgxl = szgxl.rename(columns={\"日期\":\"date\",\"股息率\":\"DYR_sz\"})\n",
        "szgxl = szgxl.set_index(\"date\")\n",
        "szgxl.index = szgxl.index.astype(str)\n",
        "\n",
        "gxl = pd.merge(szgxl, shgxl,right_on='date',left_on='date')\n",
        "gxl[\"DYR\"] = (gxl[\"DYR_sh\"] + gxl[\"DYR_sz\"])/2\n",
        "\n",
        "gxl = pd.merge(gxl, zz800,right_on='date',left_on='date')\n",
        "gxl.index = pd.to_datetime(gxl.index)\n",
        "\n",
        "\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(gxl[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(gxl[\"DYR\"], 'b', label = 'DYR')\n",
        "ax2.set_ylabel('DYR')\n",
        "#ax2.set_ylim(1.0, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "IFolOFuocJv8",
        "outputId": "3a06496d-f9aa-4a3f-9b32-664b0e967a82"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f4aadef15b0>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "7.构建中证800股权风险溢价因子\n",
        "\n",
        "因子计算方式： 使用中证800成分股1/PE_ttm和十年国债收益率的比值，滚动5年进行均值方差标准化处理。当指标位于1.5以上或-1.5以下时，预期市场未来分别为上涨或下跌，平均持续一年左右。"
      ],
      "metadata": {
        "id": "KssYTx_nLtRY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stock_index_pe_lg_df = ak.stock_index_pe_lg(symbol=\"中证800\")[[\"日期\",\"滚动市盈率中位数\"]]\n",
        "stock_index_pe_lg_df = stock_index_pe_lg_df.rename(columns={\"日期\":\"date\",\"滚动市盈率中位数\":\"pe_ttm_median\"})\n",
        "stock_index_pe_lg_df = stock_index_pe_lg_df.set_index(\"date\")\n",
        "stock_index_pe_lg_df.index = stock_index_pe_lg_df.index.astype(str)\n",
        "\n",
        "gz_data = ak.bond_zh_us_rate()[[\"日期\",\"中国国债收益率2年\",\"中国国债收益率5年\",\"中国国债收益率10年\"]]\n",
        "gz_data = gz_data.rename(columns={\"日期\":\"date\",\"中国国债收益率2年\":\"2y\",\"中国国债收益率5年\":\"5y\",\"中国国债收益率10年\":\"10y\"})\n",
        "gz_data = gz_data.set_index(\"date\")\n",
        "gz_data.index = gz_data.index.astype(str)\n",
        "\n",
        "erp = pd.merge(stock_index_pe_lg_df,gz_data,right_on='date',left_on='date')\n",
        "\n",
        "\n",
        "erp.index = pd.to_datetime(erp.index)\n",
        "erp[\"ERP\"] = 100 / (erp[\"10y\"] * erp[\"pe_ttm_median\"])\n",
        "erp[\"ERP\"] = erp[\"ERP\"].rolling(5*220).apply(lambda x:(x[-1]- x.mean())/x.std())\n",
        "\n",
        "erp.index = erp.index.astype(str)\n",
        "erp = pd.merge(erp, zz800,right_on='date',left_on='date')\n",
        "erp.index = pd.to_datetime(erp.index)\n",
        "\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(erp[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(erp[\"ERP\"], 'b', label = 'ERP')\n",
        "ax2.set_ylabel('ERP')\n",
        "#ax2.set_ylim(1.0, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "3rV0Xtwqe4-L",
        "outputId": "86ba33af-6f4e-4b2f-b6b7-fcf0cd66f295"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": []
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f4aadcfde80>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "8.构建中证800成分股的AIAE因子\n",
        "\n",
        "因子计算方式：AIAE 用来描述资金配臵股票资产的比例，AIAE=股票市值/（股票市值+债券市值 +现金），低于15%为底部区域。当指标处于底部区域时，平均未来一个季度股市预期表现较好。由于未找到公开的债权市值数据源，所以计算公式中未包含债权数据，即AIAE=股票市值/（股票市值+货币和准货币(M2)）"
      ],
      "metadata": {
        "id": "v7nAneQkLuEN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stock_account_statistics_em_df = ak.stock_account_statistics_em()[[\"数据日期\",\"沪深总市值\"]].iloc[::-1]\n",
        "stock_account_statistics_em_df = stock_account_statistics_em_df.rename(columns={\"数据日期\":\"date\",\"沪深总市值\":\"total_stock_value\"})\n",
        "stock_account_statistics_em_df = stock_account_statistics_em_df.set_index(\"date\")\n",
        "stock_account_statistics_em_df.index = stock_account_statistics_em_df.index.astype(str)\n",
        "\n",
        "macro_china_money_supply_df = ak.macro_china_money_supply()[[\"月份\",  \"货币和准货币(M2)-数量(亿元)\"]].iloc[::-1]\n",
        "macro_china_money_supply_df = macro_china_money_supply_df.rename(columns={\"月份\":\"date\",\"货币和准货币(M2)-数量(亿元)\":\"total_m2_value\"})\n",
        "macro_china_money_supply_df.date = macro_china_money_supply_df.date.apply(lambda x: f\"{x[:4]}-{x[5:7]}\")\n",
        "macro_china_money_supply_df = macro_china_money_supply_df.set_index(\"date\")\n",
        "macro_china_money_supply_df.index = macro_china_money_supply_df.index.astype(str)\n",
        "\n",
        "aiae = pd.merge(macro_china_money_supply_df,stock_account_statistics_em_df,right_on='date',left_on='date')\n",
        "aiae[\"AIAE\"] = aiae[\"total_stock_value\"] / (aiae[\"total_stock_value\"]  + aiae[\"total_m2_value\"] )\n",
        "zz800_m = zz800\n",
        "zz800_m.index = pd.to_datetime(zz800_m.index)\n",
        "zz800_m = zz800.loc[zz800.groupby(zz800.index.to_period('M')).apply(lambda x: x.index.max())]\n",
        "zz800_m.index = zz800_m.index.astype(str)\n",
        "zz800_m.index = [str(i)[:-3] for i in zz800_m.index]\n",
        "zz800_m.index.name = \"date\"\n",
        "\n",
        "aiae = pd.merge(aiae,zz800_m,right_on='date',left_on='date')\n",
        "aiae.index = pd.to_datetime(aiae.index)\n",
        "\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(aiae[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(aiae[\"AIAE\"], 'b', label = 'AIAE')\n",
        "ax2.set_ylabel('AIAE')\n",
        "#ax2.set_ylim(1.0, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "M2Lpuu0rf5HJ",
        "outputId": "5a2e7063-b49b-4082-af88-ba075639f0e5"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f4aadc3ba90>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "9.构建中证800成分股的DCF估值因子\n",
        "\n",
        "因子计算方式： 基于中证 800 ROE 和分红率得到预期增速，采用二阶段 DCF 模型给出绝对估值，n2 取 25 年为合理估值。\n",
        "\n",
        "由于未找到公开数据源，当前因子未成功复现。"
      ],
      "metadata": {
        "id": "JvCSzVgvNyN6"
      }
    }
  ]
}
